mcp-server

nautilus-compass

Reliability layer for multi-agent setups — keep agents coordinating without an orchestrator. Cross-dialog contracts + drift detection + black-box memory (no LLM extraction).
1,254 stars35 forksPythonUpdated 10/23/2026100% free · open source
What it does

Provides a self‑contained reliability layer that lets multiple LLM‑based agents stay in sync and detect drift without a central orchestrator.

When to use it
  • •You have two or more chat‑oriented agents that need to keep a shared state (e.g., a sales bot and a follow‑up scheduler).
  • •Your workflow runs on a serverless or edge environment where you can’t afford a heavyweight orchestration service.
  • •You need automatic detection when an agent’s responses start diverging from the agreed‑upon contract.
Ready-to-paste prompt
python - <<'PY'
from nautilus_compass import CompassClient
client = CompassClient(base_url='http://localhost:8000')
# Simulate a sales conversation where the bot must hand off an order_id to the scheduler
sales_reply = client.run(
    agent_name='sales_bot',
    payload={'message': 'I’d like to book a demo for 3 PM tomorrow.'}
)
print('Sales bot reply:', sales_reply.output)
# Scheduler picks up the order_id from the shared contract
schedule_reply = client.run(
    agent_name='scheduler',
    payload={'message': 'Sure, I’ve scheduled the demo. Here is your confirmation ID: 42AB'}
)
print('Scheduler reply:', schedule_reply.output)
PY
Heads up: The Compass server requires Python 3.9+ and the `uvicorn` ASGI server (installed automatically); forgetting to start the server before making client calls will raise connection errors.
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Claude Code
mkdir -p ~/.claude/skills/nautilus-compass && curl -fsSL https://workflowstacks.com/api/skills/nautilus-compass/claude-skill -o ~/.claude/skills/nautilus-compass/SKILL.md
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263
top-level files
53
folders
439.4M
source size
Other
license
Key files
_OUTBOUND_FROM_COMPASS_BROADCAST_20260707_infra_repair_and_mainline.md
_OUTBOUND_FROM_COMPASS_TO_ALL_5DIALOG_20260704_0742_eng_mainline_sync.md
_OUTBOUND_FROM_COMPASS_TO_ALL_5DIALOG_20260704_1200_tiled_matmul_poc_fix_shipped_mainline.md
_REVIEW_REQUEST_FROM_V5_v5_agentloop_plan_20260826.md
AGENTS.md
GOAL_PROMPT_20260704.md
File tree
_archived_tests_20260902/
_cloud_backfill_20260824/
_scratch_parking/
_v5_proof_deposit/
.claude/
.claude-plugin/
.config/
.github/
.registry/
.understand-anything/
ale_bench/
assay/
bench/
benchmark_release/
benchmarks/
bin/
commands/
Computing/
cursor-extension/
docs/
drift/
examples/
gep/
hf_space/
Quick Actions
Details
Creator
chunxiaoxx
Language
Python
Category
mcp-server
Published
4/27/2026

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